{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Customizing Matplotlib: Configurations and Stylesheets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While many of the topics covered in previous chapters involve adjusting the style of plot elements one by one, Matplotlib also offers mechanisms to adjust the overall style of a chart all at once. In this chapter we'll walk through some of Matplotlib's runtime configuration (*rc*) options, and take a look at the *stylesheets* feature, which contains some nice sets of default configurations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Customization by Hand\n",
    "\n",
    "Throughout this part of the book, you've seen how it is possible to tweak individual plot settings to end up with something that looks a little nicer than the default.\n",
    "It's also possible to do these customizations for each individual plot.\n",
    "For example, here is a fairly drab default histogram, shown in the following figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('classic')\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(1000)\n",
    "plt.hist(x);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can adjust this by hand to make it a much more visually pleasing plot, as you can see in the following figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use a gray background\n",
    "fig = plt.figure(facecolor='white')\n",
    "ax = plt.axes(facecolor='#E6E6E6')\n",
    "ax.set_axisbelow(True)\n",
    "\n",
    "# draw solid white gridlines\n",
    "plt.grid(color='w', linestyle='solid')\n",
    "\n",
    "# hide axis spines\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_visible(False)\n",
    "    \n",
    "# hide top and right ticks\n",
    "ax.xaxis.tick_bottom()\n",
    "ax.yaxis.tick_left()\n",
    "\n",
    "# lighten ticks and labels\n",
    "ax.tick_params(colors='gray', direction='out')\n",
    "for tick in ax.get_xticklabels():\n",
    "    tick.set_color('gray')\n",
    "for tick in ax.get_yticklabels():\n",
    "    tick.set_color('gray')\n",
    "    \n",
    "# control face and edge color of histogram\n",
    "ax.hist(x, edgecolor='#E6E6E6', color='#EE6666');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This looks better, and you may recognize the look as inspired by that of the R language's `ggplot` visualization package.\n",
    "But this took a whole lot of effort!\n",
    "We definitely do not want to have to do all that tweaking each time we create a plot.\n",
    "Fortunately, there is a way to adjust these defaults once in a way that will work for all plots."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changing the Defaults: rcParams\n",
    "\n",
    "Each time Matplotlib loads, it defines a runtime configuration containing the default styles for every plot element you create.\n",
    "This configuration can be adjusted at any time using the `plt.rc` convenience routine.\n",
    "Let's see how we can modify the rc parameters so that our default plot will look similar to what we did before.\n",
    "\n",
    "We can use the `plt.rc` function to change some of these settings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "from matplotlib import cycler\n",
    "colors = cycler('color',\n",
    "                ['#EE6666', '#3388BB', '#9988DD',\n",
    "                 '#EECC55', '#88BB44', '#FFBBBB'])\n",
    "plt.rc('figure', facecolor='white')\n",
    "plt.rc('axes', facecolor='#E6E6E6', edgecolor='none',\n",
    "       axisbelow=True, grid=True, prop_cycle=colors)\n",
    "plt.rc('grid', color='w', linestyle='solid')\n",
    "plt.rc('xtick', direction='out', color='gray')\n",
    "plt.rc('ytick', direction='out', color='gray')\n",
    "plt.rc('patch', edgecolor='#E6E6E6')\n",
    "plt.rc('lines', linewidth=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With these settings defined, we can now create a plot and see our settings in action (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(x);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what simple line plots look like with these rc parameters (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    plt.plot(np.random.rand(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For charts viewed onscreen rather than printed, I find this much more aesthetically pleasing than the default styling.\n",
    "If you disagree with my aesthetic sense, the good news is that you can adjust the rc parameters to suit your own tastes!\n",
    "Optionally, these settings can be saved in a *.matplotlibrc* file, which you can read about in the [Matplotlib documentation](https://matplotlib.org/stable/tutorials/introductory/customizing.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stylesheets\n",
    "\n",
    "A newer mechanism for adjusting overall chart styles is via Matplotlib's `style` module, which includes a number of default stylesheets, as well as the ability to create and package your own styles. These stylesheets are formatted similarly to the *.matplotlibrc* files mentioned earlier, but must be named with a *.mplstyle* extension.\n",
    "\n",
    "Even if you don't go as far as creating your own style, you may find what you're looking for in the built-in stylesheets.\n",
    "`plt.style.available` contains a list of the available styles—here I'll list only the first five for brevity:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Solarize_Light2', '_classic_test_patch', 'bmh', 'classic', 'dark_background']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The standard way to switch to a stylesheet is to call `style.use`:\n",
    "\n",
    "``` python\n",
    "plt.style.use('stylename')\n",
    "```\n",
    "\n",
    "But keep in mind that this will change the style for the rest of the Python session!\n",
    "Alternatively, you can use the style context manager, which sets a style temporarily:\n",
    "\n",
    "``` python\n",
    "with plt.style.context('stylename'):\n",
    "    make_a_plot()\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To demonstrate these styles, let's create a function that will make two basic types of plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def hist_and_lines():\n",
    "    np.random.seed(0)\n",
    "    fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n",
    "    ax[0].hist(np.random.randn(1000))\n",
    "    for i in range(3):\n",
    "        ax[1].plot(np.random.rand(10))\n",
    "    ax[1].legend(['a', 'b', 'c'], loc='lower left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use this to explore how these plots look using the various built-in styles."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Default Style\n",
    "\n",
    "Matplotlib's `default` style was updated in the version 2.0 release; let's look at this first (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('default'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FiveThiryEight Style\n",
    "\n",
    "The `fivethirtyeight` style mimics the graphics found on the popular [FiveThirtyEight website](https://fivethirtyeight.com).\n",
    "As you can see in the following figure, it is typified by bold colors, thick lines, and transparent axes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('fivethirtyeight'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ggplot Style\n",
    "\n",
    "The `ggplot` package in the R language is a popular visualization tool among data scientists.\n",
    "Matplotlib's `ggplot` style mimics the default styles from that package (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('ggplot'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bayesian Methods for Hackers Style\n",
    "\n",
    "There is a neat short online book called [*Probabilistic Programming and Bayesian Methods for Hackers*](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/) by Cameron Davidson-Pilon that features figures created with Matplotlib, and uses a nice set of rc parameters to create a consistent and visually appealing style throughout the book.\n",
    "This style is reproduced in the ``bmh`` stylesheet (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('bmh'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dark Background Style\n",
    "\n",
    "For figures used within presentations, it is often useful to have a dark rather than light background.\n",
    "The `dark_background` style provides this (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w9vLhnuDpqNVqvvvxf7VqS5JJIYQQBmdtbcn//jeTPXvn4+/vSXj4WXr1fJkPP1yJSqWudfsaDcTEaOtNPjH/dV5Y8Ss+XTuRnX6JP16fw/cPP0PKmfha96MPtUrF0tlzKMjOoePggfSdfK9Z4rie0sqKiXNmA7Djl8Wkxp+t1n0VksnrRiYBjl/d1d1lxBAsbWxqH+htZODAjjRt6kRkZCKRkYm3vFZXb9JQm3CeeOxVLC2t2LzlL+LiomrVliSTQgghDKpr19YcPfY5r8+eCMD8/63ijh4vEhpq2OQuLUd7UstdYwei0WjYvXg588dOJmRjzTbzGEPmhRRWvbcAgHGvPIdHm9ZmjggGPzIDDz9f0hLOsf2XxdW+L7DttXWp7du3xMXFscLX0xLOcT7iNHaNHOk4qL/B4r0dTLzFLu7r6epN9jfAJpyuXXrRv99QCgryWPj7F7VuT5JJIYQQBqFUKnjrrUkcPvIpnTr5EBt7gTsHzObNNxdTXFxqsH6aB/hhP6gXjv6dALDITOazSQ+y7v++MvmU9q2EbdnO4TXrsLK14f6P3zPrqF0z31YMfWwmAKveW0BpcXG179WNTF65UgRoly5cTzc6KccrVp9CoajWFLfOoUPRlJaqCApqjaOj/kd3KhQKnn5SO0K9bMXPZGSkV3FHNdqsdQtCCCFue4GB3uw/8H+8/8EMrKws+ebr9QR1fY6DB2s3fXa9Zr6teHbJT1i6unDh6o7u3JgIUmLjDNqPofyz4HPSEs7R3N+Pca88a5YYLCwsmDjndSytrTm0ei3xx0KqfW/jxg40b96EvLxCTp/KBG5cNwkQsuk/VCWlBPbrhWNTF4PF3pD1798ed3cXYmMvcPLk2Sqvz8sr5MSJOJRK5U0T+uoaPmw8/m3ak5p2gZWrf9W7nfIkmRRCCKE3CwsLXnghmBMhX9CzZwDnz6czdMhbPPfcT+TnFxm0L2s7W2Z+9hE29vaUJKfy6RNvABB4k/JAdUVxQSF/vPYupcXF9JsygY6D7zR5DD3vuRu/7kFkX7rMhs9rdrpJu3ba3fLR0cmcP58L3HzdZF7mFSL3HUBpaUnQqOG1D/o2MHFiX6B6U9w6ta03aWtrzyMPvQjALws/o7jYMH9HJZkUQgihF2dna7bv+JDPPn8UOzsbfvt1G507zWLHjpNG6W/C26/h0aY1qfFnKThykvBQ7WhkQIAXCkXd/ecsOSqGDZ9/B8CkeW/S2N3NZH03atqEu1/W1hFcO/9zCrJzanS/boo7MjKRxERtMtmzZwCWNznh5/j6zQD0kKnuKllYWHDvhKvJZCWFym9mzx7dukn9NuFMnfwork2bERl1ku07N+jVxs3U3b99Qggh6iRvb1defvkennyqA4MGdSIlJZPgce/zyCNfkZ1tnDWLvSaMo8e4URTlF7DopTdBpSI3t4CkpEvY2Fjh42OcM4sNZe8ffxK59wAOzo2Z9r+5WJgo+Q1+/QXsnZw4vWe/XsdH6pLJqMhE8vNLiYlJxt7ehq5db9xQdHr3fvKzs/FuH1gnNhzVZb17B+Lp2ZSzZ1M5fvxMte/THavYq1cA1taWNerTzc2DSRMfBuC7H/6nd43Xm5FkUtQ5icnJaDQaozyEEPrp0sWXd9+dwrHjX3A+8Tf+75OHsbFRsmrVPjp1nMX69UeM1rdX24CyE1vWvP9xhVNsdPUq6/JUt86Ktz8g+9Jl2tzRjcGPzDB6f+0G9CVo1DCK8gv464NP9GqjbdnIpPb7vH9/JAB9+964Zq+0uJjQzdqEtftYqTl5K9UpVH4zGRk5nDp1Hjs7G7p3b1Ojex99+CVsbe3YtXsTEadO1OjeqtQsrRXCBLw9Pfks4pBR2n6pY2+jtCtEQ2NlZcnAgR0ZN64nY8f1olWrayN/ubkFbNkSQklxM6ZNW2DUOGwdHXjg0w+xsrHh4Op/OL5hc4WvR0clMXRoV9q29WbTpuNGjaW2cjMyWf7mezzx05eMePpRzhw5zrmwCKP0ZW1nx71vvwLA5m9+IvNiil7t6NZMRkYm0qkTHDwQyUMPDaVvv/Z89dX6G64/vn4zfSfdQ/cxI9n45Q9o1LWvKdoQTbiaTFZnF/f19u09RYcOLbnzzo7V3uAWGNCJ4UODKS4u5sdf9PvF4lZkZFIIIQSg3bk7ZcqdLF32Cmnpf7B12/vMenYsrVo14+LFDH76cTNjRs/FzXU69038H9HRV4we0+T33sK1pTfJkTH8M/+LG74eHa0tXF7+WMW6LObgEXb+thSlpSXT58/D1tHBKP2MnPUYTTybk3gqkn3LVunVhq2tNb6+7pSWqjhz5iJwbWTy+mMVdc6GnuRSYhKN3d1o07O7fsE3cHfc4U/Llm4kJV3iyJGYGt+vT73JZ57SblZb8/ciUlJqd/rUzcjIpBBC3MZatnRj3LhejB3Xk0GDOmFlde2fhYiIc6xbe5i1aw9x7NgZky8VGXD/ZDoPu4uCnFwWvfwWpUU37jzVTXMHBNaPZBJg01c/0KZnN1p0aMfEd1/nj9feNWj73u3bMmD6JFSlpayaOx+1SqVXOwEBnigUCmJjkygp0dYJjYpKIjMzFy+vprRo4UZi4o01Co+v28SIZx6jx9hRxB46WqvX0hBNuLrx5q81B/T6O7X36kk4/fq1Q6FQoK5i9PfOASPo1LE7mZmXWbrsh5oHXA0yMimEELeZoCA/5s6dxomQLzl77le++voJhg0LQqGwYNeucF568Rfa+D1G506zePvtJRw9GmvyRLJVl46MfUm7C/nPdz7gcuLNR1N0yWTbtnV/zaSOqrSUP157l6L8fIJGDeOO8WMM1rZCqWTS3DdQKJXsWfInyVE1H/nSaXfdeknQnsV94MCtRyePXV2K0GnoIKzt9C+u3VDVZoobIDExnXPn0nB2dqRjx5a3vNbKyponHnsVgN8Wf0Vefq5efVZFkkkhhGjgrKwsGTYsiG++eZJz53/l+IkveHfOVLp2bU1OTj6rVu3jgRmf4d5sBoPvepMvvlhLfLx+a+wMwcG5MQ988gFKK0t2L1lB+PbdlV6bnHyZvLxC3N1dbjjmry67dD6Jvz78FIB73ngJ11Ytqrijeu68fzJe7QK4nHSBrd//Uqu2yu/kLu/gAe06vZttwgHISLpAwokwbOzt6DRkYK1iaGi6dm2Nn19zLl7M4MAB/Qv67y2rN3nrEkH3jp+BZ/MWJCTE8O9G/ZY7VIckk0II0QA5OzswbdpAlq94jfRLS9my9T2efmYMLVq4kZx8mR++38joUXNp5nY/kyct4I8/dpKRUbMahMZgYWHB1P/NwdnDnbNh4fz72a2LbGs0mrJ1k/VhR3d5x9Zt5MS/W7Cxt2fGx++jtLKqVXtNvJoz4pnHAFjzwf9RXFBYq/balqsxWZ5uZLJvv8rX7B27erxij3FSc7I83S7uf/4+VOX09K3suzrVfat6k87OTbh/+lMAfP/TAtRq/ZY7VIesmRRCiAaiVatmBAf3YlxwL+68s2OFwtInTyawbu1h1q07wvHjpl//WF2DH32Adv37kHcliyWvvIOqtOozvaOikujWzY/AQG8OHYo2QZSGs/r9j2nVpSPe7QMZ/fyTrP/ka73bmvD2a1jb2XLi3y1E7699RYxrO7krLjE4ciSG0lIVXbr44OBgS17ejUlr2NYdjJ/9Im169aCxuxtZqbU//7khmHD11Bt9p7h19lbjJJwHZzyLo0MjDh3ZzdFj+2rVX1VkZFIIIeq5996bTmjYVyScXcgXXz7O4MFdANixI4wXnv8Jv9aP0rXLc7z77lKOHTP9+sfq8rujGyOvjqwte2MuV1JSq3VfTLRu3WT92YSjU5SXzx+vz0FVWsqgmdMI7Kdf+bKg0cNp2783+VnZrP34y1rHpVAoCAjQjvTq1qXq5OcXERoaj1KppFevgJveX5Cdw+nd+1EoFHQbM6LW8TQEHTq0JDDQm/T0LPbsqV1JqMjIRC5dysbTsymtW3vc8HWfVm24e8xkVKpSfvjRuOW7QJJJIYSo995+ZwqdO/uSk5PPypX7uH/6JzRzm87QIW/z1VfrSUioXlJmTo1cm3L/x++hUCrZ9tNvRO2r/shaWeHyephMApw/eYrN3/wMwNQP38GxqUuN7rdv7ETwa88DsO6Tr8jNyKx1TL6+7tjYWJGYmE5ubsENXz9QVrz85ptwAI6tuzrVLccrAuWnuA+iUtW+/uat1k0++fjrKJVK1v/7J+fOx9W6r6pIMimEEPXc9tBLjLn7fdxcpzNl8gKWLdvNlSt55g6r2hRKJfd//B5Ork2JPXyMLd/WbONIfToFpzI7f/uD2MPHaNS0CVM/eBcLC4tq3zv25Wdp1LQJZ44c5+g//xoknsqmuHWurZusPJmM2n+Q3IxMPNq0xqvdzUcwbye6Xdw1OYv7VvZVMtV9R48B9Op5J7m52fy+WP9lEzVRZTLp7e3Njh07OHXqFBERETz33HMAuLi4sHXrVmJiYti6dSvOzs5l93z55ZfExsYSFhZGUFCQ0YIXQoj6YsSIEURFRREbG8vrr79+w9dbtGjBjh07OHHiBGFhYYwaVf3RnJOWbfGb9DCWdvaGDNlkRjzzGG3u6EZ2+iWWvj6nxqemxMZqC2q3adO8wjrR+kSjVrPszffIy7xC2/69GTBjcrXua9OzOz3vuZuSoiJWvWe46czKdnLr6IqX9+nTttLEV12qImTTNgB6jB1tsNjqo8BAbzp2bEVGRg47dpw0SJt7b7IJR6FQ8vQT2s+XJUu/Jyur9qPU1VFlMllaWsrLL79Mhw4d6N27N8888wzt2rVj9uzZbN++nYCAALZv387s2bMBGDVqFP7+/vj7+/P444/z/fffG/1FCCFEXaZQKPj2228ZNWoU7du3Z+rUqbRrV3FE5+2332blypV069aNKVOm8N1331W7/Supafh268KzS36iibenocM3qnYD+jL0sZmoVSr+eO1dci5n1LiNgoIizp5NxcrK8qbrx+qL7LR0VrzzIQBjXnga7/aBt7ze0saGie9qE4dtP/7GpXM3T/z0UdlObp3k5MucP59O48YOdOhQea1D3VR30OhhKOppom8IukLla9ceprTUMLuqQ0LiyM0tICDAC3d3ZwDuHj0JHx9/ki+c5++1SwzST3VUmUympKQQEhICQG5uLpGRkXh5eREcHMyiRYsAWLRoEePHjwcgODiYxYsXA3D48GGcnZ3x8Ki/f7mFEKK2evbsyZkzZ0hISKCkpIQVK1YQHBxc4RqNRoOTkxMAjRs35sKFC9Vu/6vpj3IhOpZmvq147o+fadGx+sesmZNLcw+m/W8OAJu+/om4YyF6t9UQproBTu/ex77lq7G0suL+Be/dsuj30Mdn4taqBRdj49j121KDxlHVNDfA/v3akbFbrZtMOh1FSlwCjZo2IbBPL4PGWJ/odnGvqeUu7vJUKnXZ2dwDBnTAwd6Rh2ZqZ49/+vn/KCkpMVhfVanRmslWrVoRFBTE4cOHcXd3JyVFW9Q2JSUFd3d3ALy8vEhMvPabTFJSEl5e9fsvtxBC1EZ1Phfnzp3L/fffT2JiIhs3buTZZ5+tdvtZqel8M/NJovcfolHTJjz967d0uGuAweI3BqWlJTM++QD7xk6c3rOfnb/WbhQlOqr+7ui+3vpPv+FCzBncfFpyzxsv3fQajzatGfzQDNRqNavmza9WCaWaaFfFyCRcK17ep5Li5TrHb/Oak35+zQkK8iMrK4///gs1aNu6epMDBnTg/mlP4ezchLCTR9mzb6tB+6lKtetMOjg4sGbNGl544QVycm4sbFvTUhMDBw5k0KBBFZ6bM2dOjdowpetjrWskvrrBGO/huv69q+vxQcWfy65du9i9u/ITVcxl6tSp/P7773z22Wf07t2bJUuW0LFjxxs+W2/52ZmSRXFCEta+3jz05QIKQyMpiTtvtJhr87O36dIWG38f1HkFtLhSyLvv1ux86uv7btPGDYApU8dib99J77j06dsYFAkX0fj50vOeu+nY3JvSpJQKfdvf1RullSXFZ87x4PgJMH6Cwfp2bGRF48YO5OeX8vTTL5Q9f/3r9miuXaM7dmw/5sxpXGl7Fna2aDQaugy7i9YfvA8lNU98zfk5U9u++/XTzs6eO1fIG2+8ZdC+fXwaATAueBQd22qXRZSqLxvs36LqfnZWK5m0tLRkzZo1LF26lL///huA1NRUPDw8SElJwcPDg7S0NACSk5Np0eLasVDe3t4kJyff0Obu3bsrBDV37lzmzZtXnXDMRuKrnerGN3fuXOMGYkTG+hk0lJ+tOdSFz5bqfC4+8sgjjBw5EoBDhw5ha2uLq6sr6ekViz1X57Nz6BMPMWrW49gFtedwWCgbPvvGaLUl9fnedh4+mJkTR1JaUsK3j83ifPjpWvc9aFAnxtz9EQUF6Sb5eZuij973jee+d1/HokMbvp77HhnJ2o1G26LCmTBxJFmp6Xw84xEKcw27c3/w4M68/HIXQkJibnid5f+sVCq4//4/adLElu+//5K0tCuVtvlk06/x792DzSeOcPiv9XrFZc6/x7Xp+9Bh7bGZc979gbVra15M/lZ929nZMHXacnKvtEChULJ12z/87+MbN/jpoyafndWa5l64cCGRkZF8/vnnZc+tW7eOmTNnAjBz5kzWrl1b9vwDDzwAQK9evcjKyiqbDhdCiNvR0aNH8ff3x8fHBysrK6ZMmcK6desqXHP+/HmGDBkCQNu2bbG1tb0hkayu/378jWVvvoeqpJRBD05jxicfYGljU+vXYQiurVowed6bAKz/5Gu9E8nrRTWgaW6dQ6v+4eS2ndg1cmT6gnkoLJVY2Now5oWnAfjro08NnkhC+Z3cla+XBO2avcOHtScOVXZOt47ueMXut9lUd8uWbvTsGUBubgFbtpwwePsFBUUcPZLJpXQnSkqK+PnXzwzeR3VUmUz269ePBx54gMGDBxMSEkJISAijRo1i/vz5DBs2jJiYGIYOHcr8+fMB2LhxI/Hx8Zw5c4aff/6Zp59+2ugvQggh6jKVSsWsWbPYsmULkZGRrFy5ktOnTzNv3jzGjh0LwMsvv8xjjz1GaGgoy5cv58EHH6xVn8fXb+Lnp16kICeXLsMH8+TPX+HgXPlUpClY2tgw89MPsXV0IHTLdvYtW2WwtlNSMsnOzqdJk0a4ujoZrF1zWzl3PldSUvHp0onhTz2CbVA7bB0dCN++m4gdxlmuUZ31kjrVKV4OEP7fLooLCvHrHkQTr+a1D7Ke0O3i3rDhKIWFxQZv38LCgiuX/QBISTvMpUvmOaCgymnu/fv3V1pDaujQoTd9ftasWbWLSgghGphNmzaxadOmCs+VX48UGRlJ//79Ddpn7OFjfPPAEzz63af4BnXm2SU/8fNTL3E56calR6Zw7xsv4RnoT/q5RFbO+cjg7UdFJdGzZwBt23qzb59hRjzNrSA7m6VvzOOpX75m2OMPAVCYm8ff//vUaH22LdvJXY1k8uomnFsVLwcoys8nfPsuut89km53j+S/H3+rfaD1gK5Q+V8GKlR+vSGDx+Lo0Bxr61Ja+l4xSh/VISfgCCFEA5ZyJp6vpj9GcmQMbj4teW7pz7TsfOPxa8bWY9xoek0YR0lhEYteepOivHyD93GtPFDDmeoGiD8Wwn8/Lyr788YvvycrVb8lENVxbWTy1tPcQFlpmu7d22BjY3XLa2+34xW9vJrSt2878vOL2LTpuMHbt7Gx5bGHtbv9ffzS6dXLr8qfgbFIMimEEA1cdvolvn3wKSL3HcSxiQtPL/yWjoMHmqx/D38/Jrz9KqBd53cx5kyt2rt79CQ8Pdrc8HxMtHbEtSGtm9TZ9sOvHN+wmeJzyRxY+bfR+mnc2IHmzZuQn1/EuXNpVV6flZVHRMQ5bGys6N79xp9JebGHj5GVlo5bqxa06tLRUCHXWffc0weATZuOk5dXaPD2J018mGbNmhMTE0HapZPY2Fhxxx3+Bu+nOiSZFEKI20BRfj6/Pvsqh1avxcrWhpmff8SA6ZOM3q+NvT0zP/0Qaztbjq79lyN/67eTV8ezeQtefvF9Atr0pEvnnhW+VjYy2QCTSbVKxbI35lF4NLzGx03WhC4Rj45OqnYFgGvrJm+9CUejVnPiX239w+53j6xFlPVD2VncBixUrtO0aTOmTn4MgO9+nM/+fdfqTZqDJJNCCHGbUJeqWDVvPhu//AGFQsH42S8y7rXnsVAY75+C++a8TjPfVlyMjWPNB/9X6/ZGDL+37P+fffotFOVibyin4JhTdU6+ud6BA1eTyX5Vn7yk29UdNGoYSivzTMmagru7MwMGtKeoqIR//z1q8PYfefAF7Ozs2bNvK2Enj7J37ykABtwpyaQQQggT2P7LIpbOnkNpSQkDZ0zhASOVDuo7+V6CRg+nMC+PxS+/RUlhUa3as7CwYMTw8QCUlpbg59eWMaPuK/v6mTMXUKlUtG7tjrV1tc/kEOVcKwtU/XO+91dzZBIgJTaO5MgY7Bs70f7OvvoFWQ/cc08fFAoFW7acICenwKBt+7dpz4jh91BSUsyPP2t/QdMlk337tqvwC5apSDIphBC3oRP/buWnJ16gIDuHzsPu4qmFX+Pg4myw9r3btyX4tecBWDV3PmkJ52rdZlDX3rg38+TCxUSizxwG4JGHXsTRUVsKqLi4lISEVJRKJW3aeNa6v9tR2xqUBdKJi7tIWtoVmjVzxs+v6rI/xzZcrTnZgDfi3DvB8Gdx6zz1xGwUCgV/r/2DCxe0J1xduJBBfHwKTk72dOnia/A+qyLJpBBC3Kbijp7g6weeIOPCRXy6dOK5P37GtWXt1xvaOTXigU8/xNLamv0r1hC6+T8DRAujRmiPDNyy9W/SL50n7OQRGjd24YH7nym7JipKuwlHprr1o880N1wbnexXRYkggJB/t6JWqWh3Z1+z1z41BldXJwYN6kRxcQnr1x8xaNv9+g4hqGsvsrIyWbL0+wpfK5vqHlD1cgNDk2RSCCFuY6lxCXw1/TEST0fh2tKb5/74GZ8utTvbeuoH79DU25PzEadZ+/GXBonTwaERA/oPA7TJJMDX332IWq3mnuDptGjRGoDoBngSjqnY2Fjh6+tOaamK2NgLNbr34IHqFS8HyLmcQfSBw1haWdF15M3rVddnwcG9sbRU8t9/YVy5YrgTiiwtrXjy8dcA+H3J1+TmZlf4+r692k04/c2wCUeSSSGEuM3lXLrMdw8+zek9+3FwcebJX76m09BBerU16MHpdLhrAPnZ2Sx55W1UJSUGiXHwoNHY2NhyIuQgqWnaRCcuLop/N67E0tKKp5+cDWh3IUPD3NFtbAEBXiiVSuLiLlJSUlqje6tbvFzn+PrNQMOc6p4wUTvFbehC5cFjp+Ht5cO583Gs3/DnDV+XkUkhhBBmVVxQwG/Pvc6BlX9jZWvDA59+yID7J9eoDd9uXRj9/JMArHjrfTKSLxosvhHD7wFg05a/Kjz/66Ivyc3LoXfPgfTqeWeDPKPbVPSd4gY4fvwMRUUldOzYisaNHaq8PmLnHgpz82jVuQNuPi1r3F9d5ezswJAhXSgtVbF27WGDtevUyJmZM7TLOX74cQEq1Y3JfkxMMqmpmbi7u+Dvb9o1w5JMCiGEALS1DNe8/zEbPv9WWzro9RcIfv2FapUOcmziwoyP30dpacnOX//g1K59BourZcvWdGgfRG5eDnv3ba3wtStXMli85BsAnn7yTc7EpgCyZlIfup3cuqUCNVFUVMLx49pi9H36VL2ru6SwiLCtOwDoPrbh1JwcN64XVlaW7Nx5ksuXs6u+oZoemPEMjRo15tjx/Rw6UvmZ7Pv2aZcbmLrepCSTQgghKtj56x/88dq7lBYXc+f9k5n52UdY2VZeOshCoWD6/Lk0dncj/ngoG7/+waDxjLxaW3LXro0UFd14ksjfa5dyPjGBli18GdB/HBkZOTRu7ICHh4tB42jo9NnJXV51i5fr6GpOdr97JBYWFnr1WddcK1RuuCnuFt6+BI+dikql4vsfF9zy2r17IgDTr5uUZFIIIcQNQjZt48cnXiA/O5tOQwby1C/f4Njk5snZsCceIqBPT3IuZ7DktXdRl6oMFodCoWT40GDgxilundLSEr774SMAHpgxi8hI7TGAMtVdM9emufVMJsuKl1dv3WTC8VAyLlykiWdzfLt31avPusTJyZ7hw4NQq9X8888hg7X7xOOvYWlpxabNq4lPiL7ltXv36k7CMe26SUkmhRBC3FT8sRC+vv9xMpIv0qpLR5794ydcW7WocE1An54Me/Jh1Go1S2fPJTst3aAx9OzRn6ZNm3H+fDynI0Mrve7wkT0cOrIbR4dGZKRr1+DJVHf1KRQKAgK0368oPaa54domnF69AlEqq04vNBoNxzdoN+L0aAAbce6++w5sbKzYs+cUaWlXDNKmc2N3+vUZTH5+Hr8u+qrK68PCEsjOzsfPrzmenk0MEkN1SDIphBCiUmkJ5/hq+qMknorEtcXV0kFdOwNgYWfD9PlzUSgUbPt+IbGHDH9s3IgR2inuzVtvPipZ3nc/zKe0tIRGDu3IzbGRkcka8PV1x9bWmqSkS3qf2JKWdoUzZy7g4GBb7cLZul3dXYYPvuVSivrA0IXKFQoFbVp3A2Dp8h/IzLxU5T1qtbpshNiU6yYlmRRCCHFLOZcz+O6hZzi1ax8Ozo158pevCBo9HLteXXFs4kL0gcNs++l3g/fr1MiZvr0Ho1Kp2Prf2iqvT0yM5+9//sDCQsGZaDcpD1QDtZ3i1rl2tGL1prrTz57n3MlT2Do60GHQgFr1bU4ODraMGtUdgL/+OmiQNkeOuBdHBxdSUpNZ/deiat+3r2yqW5JJIYQQdUhxQQG/vzCb/SvWYGVjw/0L5mHp6sKV1DSWzp6LRq02eJ9DBt+NtbU1R4/v4/LltGrds+iPb8nJuULWFXtaeHU1eEwNlW4UN0qPskDlHaxhvUmA41c34vQYV3+nukeP7oGdnQ3795/m4sWMWrfn6urOow+9BMBPv3xCcXH1z7XX1Zvsb8J1k5JMCiGEqBa1SsVfH37Chs+0pXg0ajVLXnmHvMwrRulvpG6Ku5KNNzeTl5fDwt++ACDnShsaN3YyRmgNTrta7uTW2b9fOypW3ZFJgNDN/1FaUkJg3140amq6dX6GZMhd3NbWNrw/91tcXJqSeSWFnbs21uj+I0diymp+OjtXXfPTECSZFEIIUSM7f1vKl9MfJX/XYc6GnjRKH36tAwnw70B29hUOHNxRo3vX//snllY5FBVZ8dgjs4wSX0NT27JAOqdPJ5KVlUfLlm54e7tW6568K1lE7jmAQqkkaMzwWvVvDnZ2NowerZ3iXmOAU29efvF92gZ24uLFJE5H1Xz9ZVFRCUePxqJQKOjXzzSjk5JMCiGEqLHzJ0+hysgyWvsjR0wAYPvODZSUFNfoXrVaTWa29h/14cOm4ObmYfD4GpranH5Tnkaj4eDBq1Pd1aw3CeWmuu+uf1PdI0YE4ehox+HD0SQm1q6awX0THmT40GAKCvJ5e87TlJRWf3q7vH0mPlpRkkkhhBB1iqWlFUMHjwVqNsVd3qlTx3FtloOVpQ2PP/KKIcNrcDw8XHB2diQjI8cgJW0O1HATDsDpPQfIz8rGq10AzQP8ah2DKV2b4q7dLu4e3fvxxGOvATD/49errCl5K9fWTZpmE44kk0IIIeqU3r0G4uzchLj4aGJiT+nVRnR0En7+6Wg0pQwdMpYO7YMMHGXDYaj1kjo1LV4OoCopIWTTNgC616PRSWtrS8aO7QnUborby6sV7771OUqlksV/fMue644NrakDB6JQq9X06NEGW1vrWrVVHZJMCiGEqFN0U9ybt6zRu42oqCRs7UqxsTsLwKyn32owR/YZmm6Ku7Y7uXUOH45BpVLRtWtr7O2rXztSV8C825jh1ToPvi4YNiwIJyd7TpyIIyEhVa827O0d+GDedzRq1Jj9B7bz++Kvax1XVlYeYWEJWFtb0atXQK3bq0r9+GkJIYS4Lbi4uNK7552Ulpbw3471ercTHZ0MQIfOhVy6lErbwE4MHzbeQFE2LIYemczLKyQs7CyWlkp69qx+InMuLIL0c4k0buaGf68eBonF2Go7xW1hYcGbsz/Bp1Ubzp6N5aMFr6LRaAwSmynrTUoyKYQQos4YNmQcSqUlhw7v5soV/ev1ZWbmkpZ2BScna1b99QMAjz/yMvb2pimVUp/odnLre4zizRzQo0QQwLF6VHPSysqS4OBeAKzWM5l88IHn6NdnMDk5Wbw152ny8/MMFp8p101KMimEEPVc716DzB2CwYwcfg+g/8ab8nTJUUZmJKdOh9CkiRvTpz5Z63YbGkOdflPeAT2KlwOcuDrV3XHwQGzs7Q0WjzEMHtwZFxdHwsPPEht7ocb3D7xzJA/c/zQqlYr3PnyRCxfOGzQ+XTLZt2/bap2VXhuSTAohRD336EMvNoj1gIEBnfD1DSAj8xKHjuyudXvRV5PJwEBPvvnuQwAm3vsgnp4ta912Q+HkZI+nZ1MKCoo4d652ZW3K0x2r2KdP2xq9NzOSLxJ3PAQbezs6DR1ksHiMYWItprj9Wgfy+iv/A+DHnz/m2HHDnOddXmrqFWJjL+DoaEdQkHF3yEsyKYQQ9ZyfX1sGDaz704JVGXX1xJv/tq9DpSqtdXu6kcm2bb2Jig5n89a/sLa25qnHX6912w2Fbr1kdHQyagMeiZmYmE5S0iVcXBzL+qiu4+uuTnWPrbvvaaVSQfD43gCsruGpN05OLnww7zvs7OzZuu0fVq353QgRapmq3qQkk0II0QA8/ODzKJWW5g5Db1ZW1gy+awwAm7f8bZA2dZtwAq+eO/3zws/Iz8+jf7+hdAvqY5A+6jtjTHHr7C+rN1n94uUAYVt3UFJUhF/Pbji7NzN4XIYwcGBHXF2diIxM5PTp6k9PK5WWzH3nSzw8vImMOsknn79jxChNt25SkkkhhKjnEpMS8PbyKVtvWB/17zeURo0aEx0TQcLZGIO0GVU2ze0FQEZGOkuXazfjzHrqTRQKpUH6qc90o4aGKgtU3sGr9Sb71HATTmFuHqd27kWhUNDt7hEGj8sQdFPcf9WwtuTTT84mqGsvLl9O4925z9T4dKea2nt1R3f//jIyKYQQ4hZ+W/QVADNnzMLKyvgFio1h5HDtFHdtakte7+zZNIqKSmjRwg1HRzsAVq35nQsXE/H1DWDc3ZMN1ld9pRu1NcbIpG4TTr8absIBOHZ1qrt7HZzqVigU3HOvdmS7Jru4R4+ayL3jZ1BcXMy7857l0uU0Y4VYJi7uIhcvZuDm1pi2V3/WxiDJpBAGUqpWo9FoDP6YO3cuicnJ5n55og7btXsTZ+IicXPzIHjsVHOHU2Ouru706N6P4uJitu/812DtqtXqsl22AQGeAJSUFPP9j/MBeGjm8zg1cjZYf/WRoWtMlhcaGk9+fhEBAV64ujrV6N7og4fJuZyBh58v3u1rNk1ubP36tcPd3YUzZy4QFpZQrXs6tA/ihWfnAPD5V3M4HRlqxAgr2muCepP1d4GNEHWMpULBZxGHjNL2Sx17G6Vd0TBoNBoW/vo5//vwJ6ZPfZJ/N62moMBw9eqMbcSw8SgUCvYf+I+cnCyDth0VlUTHjq1o29abEyfiANi3/z9OhBykW1AfZj4wi6+//cCgfdYXNjZWtG7tjkql0qu0TVVKS1UcORLDoEGd6Nu3HevWHa72vepSFSEbt3HnjMl0HzvS4LHVxrVd3NWb4nZz8+C9OV9jZWXNmr8XG6TsVU3s3RPBpEn96T+gAz//vMUofcjIpBBCNACHjuwm4tQJnJ2bMPHemeYOp0ZGXt3FvXmrYTbelHetPFDFKb5vvvsIlUpF8Nip+Pj4G7zf+sDf3xOlUklcXArFxbXfPX8zB/TchANwbP1GALqNHg51pPSVhYUF907oC1Rvitva2ob3535LkyZunAg5yPc/LjB2iDfYa4Id3ZJMCiFEA/HLr58BMOm+h+vN9G3HDt3x9vIh/VIqx47vM3j71+/o1kk4G8P6f1egVFryzJNvGLzf+sCYU9w6B65uwunbr+aJTHJkDBdj43Bs4oKlh6uhQ9NL796BeHk15ezZVI4fP1Pl9a+8+AGBAR25cDGRee+/YJCSVzUVEXGeK1dy8fFxx9vbON/HKpPJhQsXkpqaSnh4eNlzc+bMISkpiZCQEEJCQhg16toC2dmzZxMbG0tUVBTDhw83StBCCFHfjBgxgqioKGJjY3n99ZvXObzvvvs4deoUERERLF26tMZ9hJ08ytFje3F0aMTUyY/VNmSTGDlCuwN967Z/DFrnUOdarUmvG77226KvycnJokf3fvTtM9jgfdd1urJAxtjJrXPwoHYTTo8ebbC2rvnKuuNXj1e0aulp0Lj0VZNd3JMmPsywoeMoKMjj7XefJjvnipGjuzm1Wl1WpslY6yarTCZ///13Ro68cb3C559/TlBQEEFBQWzapP1ht2vXjilTptChQwdGjhzJd999h0Ihg59CiNubQqHg22+/ZdSoUbRv356pU6fSrl3FHa5t2rThjTfeoF+/fnTs2JEXXnhBr75++e0LAO4Zfz9Nm9bNGn06trZ23DVwNGCY4xNvJjpamyj5+3ve8O9RdnYmvy/+GoCnn5iNlZWVUWKoq9qaYGQyMzOX06fPY2trTbduNT+F5fi/W1Gr1Vh6NsPSxsYIEdZMdae47+gxgMcffQWA+R/PNli5K33tu7oJ5847zZRM7t27l4yMjGo1FhwczIoVKyguLubs2bOcOXOGnj171jpIIYSoz3r27MmZM2dISEigpKSEFStWEBwcXOGaxx57jG+//ZYrV64AkJ6u39F2MTER7N6zGRsbW2ZMe6q2oRvVnf2HY2/vQMSpEyQlnzVKHzk5BSQnX8bOzoaWLd1u+Pra9cs5e+4MXl6tmHBP/VprWltlNSajjDcyCeXXTda8RFB2WjoXo89goVTSqpNxayVWpUcPf1q1akZS0iUOH648OfT28uHdtz5DqVSyaMk37Nm31YRR3pyxi5frPWw4a9YswsLCWLhwIc7OzgB4eXmRmHjtN5ykpCS8vG6cWhBCiNtJdT4bAwICCAgIYN++fRw8eJARI/Qv1vzboq9QqVSMGX0fzT2MV1uutkaOmAAYb1RSRzc6ebM6eypVKd/9oD0jecb0p3FxqRtr84xNoVCUFXM3ejJZtm6y5skkQPyJUAB8u3c1UET6mThROyr5918H0Wg0N73G3t6BD977DkdHJ/bu28aiJd+YMsRKHTsWS2FhMR06tKRJk0YGb1+vZPL777/Hz8+Prl27cvHiRT799FNDxyWEELcVS0tL/P39GTRoEFOnTuXnn3+mcePGerV17nwc27avxdLSigcfeNbAkRpGcw9vgrr2orCwgJ27Nxq1r+ioq5twAm8+uHH02D72H9yBvb0Djz38klFjqSt8fJpha2tNcvJlsrPzjdrX/lqMTALEHw8FwM/MyeSEq+slK5vitrCw4K3Zn9CqpR8JCTH87+PXK006Ta24uLRsNNUYp+HoVWcyLe1a1faff/6ZDRs2AJCcnEyLFtcOdPf29ia5kmLLAwcOZNCgQRWemzNnjj7hmMT1sdY1El/DV1f/ftSHn235792uXbvYvXu3SfuvzmdjUlIShw8fprS0lLNnzxITE4O/vz/Hjh2rcF11PzttbZSo1SqGDQ3GpakVefmGrd8ItfvZ+7TsBMCV7BReffUVo/bt46tdOzr9/mCcnYNueo2lVR5qtYpRIyfQzMOBnNzKl3eZ8z1vqL79A7S/qBQVWVX7s6U2feflleDh4cLnX3zIlcyaHSFoYaM91cn/jm7MmTsXTJygDRo0CHcPO/z8mpObW8KQIRMZPHjiDdf5tuxMq5YdKSkpIvVyFK+9VvP39c36NhQLiyYAvPb6owQFVa92Z3U/O/VKJj08PEhJSQHgnnvuISIiAoB169axbNkyPvvsMzw9PfH39+fIkSM3bWP37t0Vgpo7dy7z5s3TJxyTkfhqp7rxzZ0717iB1FN1+edbl2OrC58tR48exd/fHx8fH5KTk5kyZQrTpk2rcM0///zD1KlT+f3332natCkBAQHEx8ff0FZNPjufm5XDPcH3U5hvbbTvgT7tWlhYsGzxfwB8/H9zCQnVr9h/dfsePjyIUaPeIzc39Zb3PPFoKlMmP4qNVTNemfe8Qfo2BkP0/cor9zBtmj8b/93NvHk/Gb3vrkFvERzcm+PH/uOPP3bW+P6PB/2HspEDv65eSWLEab1iqA1LyzigA0sWb2Pu3O9v+PqgO0cx6J1pqFQqZr/1BCdCDhqsb0O91w4eDOLOO99DqcyqVps1+eyscpp72bJlHDx4kMDAQBITE3n44Yf5+OOPOXnyJGFhYdx11128+OKLAJw+fZqVK1dy+vRpNm/ezDPPPGOUUg9CCFGfqFQqZs2axZYtW4iMjCz7nJw3bx5jx44FYMuWLVy+fJlTp06xc+dOXn311WpvfqzMH8t+oLCwgAH9h9E2sJMhXopBdO3SCw8Pb1JSkggNq/6pKPq6Vh7o1utHlyz7jozMS3Ts0I3Bd40xelzmdK3GpHHXS+ocvHpOtz7FywFUl7R/F1p362KwmGpi4n1XT71Zc+MUt59fW1575SMAvv9xgUETSUM6eDAKlUpFt25+2Nsbdmd8lSOT1//2DPDrr79Wev1HH33ERx99VLuoRJ2XmJyMt2fN6n7JiKO4nW3atKmsjJrO9dOLL7/8Mi+//LLB+szISGfN34uZPvUJHnnoRV6d/bDB2q4N3Yk3W7b9Y5I1ZYmJl8jPL8LDw4XGjR3Iyrr5UZP5+Xks/PVzXn35Q5549FUOHNxBYWGB0eMzB1OUBSqvtptwVOmZ4NuC1j26snvxckOGViW3ZrYEBnpz6VI2u3dHVPha48YufDD3W+zs7Nm89S/W/L3IpLHVRE5OASEh8fTo4U/v3oHs2HHSYG3L2dxCL96ennIOtRD1wJ+rFhI8dio9uvcjqGtvvaeUDcXB3pE7+2sPtDDG8Yk3o9FoiIlJpmvX1gQGenHkSOVlXTZv/YvgsVMJCOjIlEmPltWhbGh0o7SmSiaPHTtDcXEJHTu2wsnJvsabfkovZQLQultXLCwsTLqxpX07FwD++fsgKtW12Val0pJ5736Fh4c3kZFhfPZF3VzXXt6+vafp0cOfAQM6GDSZlIriQgjRgOXkZLFi1UIAHnnoBfMGAwwcOBJbWztCQg+TkmKaKVao/lS3Wq3m6++0s2tTJj2Ke7O6cfKKIbm7O+Pi4khmZi6pqVdM0mdhYTEnTsShUCjo3Tuwxvdr8gu4kpKKfWMn3P18jRBh5dq11yaT1+/invX0m3Tp3JNLl9N4Z94sSkpqtrHIHIxVb1KSSSGEaODW/LWYzMzLdGgfZPZjA0eV1ZZcY9J+o68mk5WVByov4tRxtu/cgI2NLU889qqxQzM5U5zJfTO1KV4O10oEtTZhiaDAQG/c3e3JyMipMJJ39+hJjB83neLiYt6dN4vLl9Nu0UrdsW+fdvNSnz5tsbIy3OS0JJNCCNHAFRbms3T5D4B2dNLCwsIscbTw9qVjh27k5+eZ/FQQ3chkYBUjkzo//fwJhYUF3DVoNJ079TBmaCZXdvKNqZNJ3SYcfYuXHw8DTLsJZ8LV4xPXrTtCaakKgI4duvPcrHcA+PyrOURGhpksntpKT88iKioJe3sbvY63rIwkk0IIcRtYt2E5qWkXaO0byOBB5tmpPGL4PQDs2r3J5BtboqO1dT2rmubWSUu/yPI/fwZg1tNv3XCud33Wrp1uvaTplhnAtU04vXoFoFTW/PsZfzwEgNbdb14r1BgmXD31Zs3VKW43Nw/mzfkKKytrVv+1yOinNxnDvqtT3QMGGK54ecP52yGEEKJSJSUlLFqsPdrtoZnPoVSadv+lQqFg+LDxAGwywz/AMTHaZLJNm+bVTmT+XLWQ1LQL+LdpX7YDvSEw9U5unZSUTOLjU2jUyJ5OnXxqfH9q/FnyMq/Q2N2NJt7GX8s6fHgQQUF+FBSUsm1bCDY2tnww91uauLhy/MQBvv9xgdFjMAZjrJuUZFIIIW4TW7b9w/nEBLy8WjHKxMlR9279cHN1JzEpgYhTx03aN0B+fhHnzqVhbW2Fr697te4pKirkx5//D4BHH3oJB3tHY4ZoMuZaMwnlj1bUr95k/AntlLKxj1ZUKBQs+PghAPbtvUhxcSmvvPgBAQEdSb5wnvc+eBG1WmXUGIxl717tusn+/dsbbMmLJJNCCHGbUKtV/Pb7lwA8cP8zWFsbtnDxreiS1y0mKgd0MzWd6gbYuWsj4RHHcXFpyoz7nzZWaCbj5GSPl1dTCguLOXcu3eT9HyyrN6nfFGv8iVAAfLt1NVBENzdjxl106eLLuXNpHD6SxuT7HmHokLEUFOTx9pynyc65YtT+jens2VSSki7RpEkj2rdvUfUN1SDJpBBC3EZ2791M7JnTuLl5EDzuxkMpjKFRo8b06zsUtVrNlm3/mKTPm7m2o7v6ySTAN999iFqtZsI9D9DC27RlaQxNl0hHRyeb5YS6Wo9MHgsFjLuj287Ohvc/uB+At99aQmNHDx5/VHvO9kcLXuPs2Vij9W0qe8vWTRpmqluSSSGEuI1oNBoW/vY5ANOnPIG9vYPR+xxy1xisra05fmI/ly6lGr2/ylS31uT1YmJPsWnLGiwtrXjqideNEZrJmHOKG+DUqfNkZ+fj4+OOp2eTGt9/ITqWwrw83Fq1oJFrUyNECM8/PxZvb1eOHz/D3j3nad+2HwqFgt8WfcW+/f8ZpU9T26eb6pZkUgghhD4OH9nDyfBjNG7swsR7HzR6fyOv1pY0x8ab8qKja1YeqLyFv35OXl4ufXrfRROX5oYOzWR0O7lNXRZIR61Wc+hQNKBfvUm1SsW50HDAOKOTrq5OzH7jPgBmv76Yee9+haWlNXv2bWXJ0u8M3p+57NmjPRbSUDu6JZkUQojb0C+/fgbApIkP4+TkYrR+fH0CCAzoSE5OltlHdfQdmQTIvHK5LJnw8+1Wb0sFXdvJbdqyQOUd2K8dFdO3eHmcEYuXv/POFJyc7Nm48RjWlq3x8fGnoCCH+R/PNukRjsZ2+nQiGRk5tGjhRqtWzWrdXv382yCEEKJWwiOOc/jIHhwcHJk6+TGj9TNyhLa25I6d/5r9uLkLFzLIycnH1dWJpk2danz/X/8s5sLFRBzsGzPwzpFGiND4zD3NDbUvXp5wwjjFy9u0ac6TT41CpVLxxuzFzJiu3XCVcD6cgoI8g/ZlbhqNpuw0HEOsm5RkUgghblO//v4FAPcET8e1ae1HJ66nVFoydMg4wPxT3Dq6Hd3VOVbxeiUlJay4Wsh8+tQnDRqXKdjYWNG6tTsqlaqs7qY5HD4cjUqlIiioNXZ2Na8ocD78NKXFxXj4+2Hn1MhgcX340QNYWVmy6PfttPTuQfPm3pw7H0da+jmD9VGXGLJ4uSSTQghxm4qJPcWuPZuxsbFlxv3PGLz93j0H0sTFlbNnY4mOCTd4+/qozVQ3wOatf1FUlI9f60D69L7LkKEZnbZgu5L4+FSKi0vNFkdOTgHh4eewsrLkjjv8a3x/aXEx58NPo1Ao8Ona2SAx9e4dyH339Sc/v4h58/7k/ulPAbBo8ddAw5neLk9Xb3LAnR1r3ZYkk0IIcRv7bdGXqFQqRo+cgKdnS4O2rTs1pq6MSkL58kA1H5kE7ehkYrJ2mvb+afVrdLIuTHHrHKhtiaCr6yYNVbz8/z55GIDPP/uHrl0G4+HuRUJCDLv2bDZI+3XRiRNx5OcX0batN25ujWvVliSTQghxGzt/Pp6t2/7B0tKKB2c8a7B2nZ2b0LvXQFSqUrZtX2ewdmtLNzKpz45unYspZ8jKyqR9u64Ede1tqNCMTpdMmmsnd3kHal28XLtu0rd77ddNjh/fm3792pOWdoXPP1/P/VeXMPy+5JsGtenmeiUlpRw6pP3FqH//2k11SzIphBC3uUVLvqGkpJghg+/G1yfAIG0OHTwWS0srDh3ZQ2bmJYO0aQj6nIJzPZW6lDV/LwZg+tQnDBKXKbS9WhbInDu5dXTFy/v0CdTrSL+zoSdRq1S0aN8OaztbveOwtFQyf8GDAMybu5w7B9xNs2bNiYuLYu++rXq3W1/o6k3WdhOOJJNCCHGbS027wPoNK1AoFDz84PMGaVNXW3LzljUGac9QYmMvoFarad3aAysrS73b+XvtH+Tl5dK9W1/atTXMuj1jq0vT3OfOpXHhwmWaNnXSa8lBUV4+ydGxKK0sadlJ/0ToscdGEBDgRXR0EosW7WLaFO0vB78v+bpBj0rq6E7C6V/LTTiSTAohhOCP5T9SUJBP/35DadeudlOHAf4d8GsdyJUrGRw6vNtAERpGUVEJCQmpWFoq8fPz0Lud3Nxs1q5fBtSPnd0KhaIsadNN9ZvbtaMV9SsRFF/LepONGtkxZ+5UAN6YvYhRIybi5upOTOwps9dENZVDh6IpLdXurHd0tNO7HUkmhRBCkJl5ib/+0U7dPvrQi7VqS7fx5r8d6yktLal1bIZmiKlugNVrfqeoqJB+fYcYbHmAsbRq5YadnQ3JyZfJzs43dzgAHNTVmzTTOd2vvnovzZo5s2/faTZtCmXalMcB+H3x13q1Vx/l5RVy4kQcSqWSPn30+zmAJJNCCCGuWrFyITk5WXQL6kO3IP02llhZWTPkrruBujfFrRNdy/JAOplXLvPvplUATJ/6eK3jMqayzTd1ZFQSar8JJyFEuwmnVeeOKC1rtmTB07MJL72sLaj/2qu/Mu7uKTRp4kZUdDgHD+3UK576au+e2teblGRSCCEEoJ26XbHyFwAefeglvdro22cwTk7OxMSeIi4+2pDhGYwuoQoIrF0yCfDnyoWUlpYwaOBog5dWMqS6tJNbJyQknoICbWkafU4kysu8QkpcAtZ2tnh3qNmo2rx507G3t2H16v2Ehp5n6mTdqORXNY6jvru2blL/taeSTAohhCjz1z9LyMi8RLt2XejXZ0iN79dNcW+uQ7Ulr3dtmlu/WpPlpaVfZNt/61AqlUY9lrK22pXt5K47yWRJSSlHj8YC2l3d+tDnaMUOHVry4ENDKCkp5c03FjF+3HRcXJpyOjKUw0f26BVHfaY7VrFXrwCsrfXblCbJpBBCiDKFhQX8sfR7AB5+6HkUiur/M+HatBl3dO9PSUkx23f+a6wQa622p+Bcb9mKn1CpVIwYNh43N/039RhT27Kd3HVnmhvKFy/XdxNOCACtuwdV+54FHz+EUqnkxx82kZyczZRJjwK311rJ8jIycjh16jx2djZ0795GrzYkmRRCCFHBho1/kpKaTGvfQAZfXf9YHcOGBqNUKjlwcAfZ2ZlGjLB20tKukJmZi7OzI82aOde6vaTks+zesxkrK2smTXy49gEaQV0qC1TetXWT+iaTV4uXB3XGohq/+Awe3JnRo3uQlZXHe++t4J7g6TRu7ELEqRMcPbZPrxgaAt053XfqebSiJJNCCCEqKCkpYdGSbwB48IFnsbS0qtZ912pL1t0pbh3Dj07+CMDdoyfh7NzEIG0airu7My4ujly5kktKSt1K8g8e1K6rveMOf73qfl5JSSUj+SJ2To3waNP6ltdaWFjw8f9pk/0F81eTn69i8n2PANpjRW9nta03KcmkEEKIG2zdtpZz5+Pw8mzJqJETqry+fbuutGzhy6XLaRypByM8hioPpBMXH82BgzuwtbVjwj0PGKRNQ2lXR6e4AS5fziYqKgk7OxuCgm6dDFYm/kQoUHWJoKlT76RbNz+Ski7x5ZfruXf8Azg5ORN28ignQg7p1XdDsffqSTj9+rWr0dIWHUkmhRBC3ECtVvHr79rRmgfufwZra5tbXj/q6sabbf+tRa1WGT2+2tKVB9Ln9JXKLF2uHZ0cH3w/Dg6NDNZubekS5rq0k7u8A/u1iYwxi5fb2Fjx4UfaJP+dt/9AobBm0sSHAPht0e23g/t6iYnpnDuXhrOzIx071rwqgSSTQgghbmrvvq3ExETg2rQZ48dNr/Q6Gxtb7ho0BoDNW+v+FDdcm+YONNDIJMDpyFBOhBzC0aER48dNM1i7tVVX10vqHNAVL9d73WQocOsd3bNm3U2rVs04eTKBJUt2MvHemTRq1JgTIYcIO3lEr34bGt1Utz7ndEsyKYQQ4qY0Gg2//PYFANOmPo69vcNNrxvQfzgODo6cjgzl/Pl4E0aov+how66Z1Fm6/AcAJt77ILa2+h9PZ0hty8oC1b1pbrh2rGI/PZPJ9LPnybmcgZObK64tb/x5urg48uZbkwB47dXfsLd3ZOKEB4Hbs65kZfZdnerWp96kJJNCCCEqdfTYXsJOHqWxk0ulO5VH1YPakteLi0uhtFSFj08zbG2tDdbuiZCDREaG4ezchDGj7jNYu7VR10cmY2KSuXw5m+bNm9CqVTO92rg21X1jiaC3356Mi4sj27aFsHVrCPdNeAhHh0YcO76f8IjjtQm9Qbk2MlnzTTiSTAohhLilhb99DsB9Ex6icWOXCl9zb+ZJt6A+FBUVsmPXRnOEp5eSklLi4i6iUCho06a5QdvWrZ2cfN8jWFlVbye8sTRqZIe3tyuFhcWcPZtm1lgqo9FoynZ16zs6WVa8vHvFqW4fH3eemTUGtVrNa6/+hlMjZybeOxO4fetKViYyMpH09Cw8PZvSunXN6qVKMimEEOKWwiOOc+jIbuztHZg2peIZ1COGa8833rd/G3l5OeYIT2+G3tGtc+DQDuITonFz82DY0GCDtl1TutcWHZ2MWq02ayy3YqxNOB9+NANrayuWLNlJWFgCk+57CHt7B44c3cup0yG1CblB0p2GU9N1k5JMCiGEqNLCX7Wjk+PHTcfV1b3seV0yuakeTXHrRBu41qSORqNh2fKfAJg2+XEUCqVB26+JsjO5o+rmekmd2m7CuRBzhoKcXJp6e9HY3Q2AHj38mTp1IIWFxbz7zlIaN3bh3vEzAFkrWZl9ek51SzIphBCiSmfiItm5ayPW1jY8MP1pAJwbN8OzeQtS0y4QElr/6vTpEqwAA5YH0tm5exPJyefw8mrFoIEjDd5+dZUlk3V0vaTO0aOxlJSU0qlTKxo1qvnGJY1azdnQkwC07tYVgI//T1v658sv1pGYmM6U+x7Fzs6BQ4d3ERl10mCxNyR79dyEU2UyuXDhQlJTUwkPDy97zsXFha1btxITE8PWrVtxdnYu+9qXX35JbGwsYWFhBAVV/6xMIYRoyEaMGEFUVBSxsbG8/vrrlV537733otFo6N69uwmjq57fFn2FSqVi9KiJeHm1wqOZtsj0lq3/1Okp1MoY+hSc8tRqFcv//BmA6VOfwMLCwuB9VMe1ndx1O5ksKCgiJCQepVJJr16BerVRdrRity6MGXMHgwZ14tKlbObPX42Lc1OCr5Zr+k3WSlYqJCSO3NwCAgJq9gtWlcnk77//zsiRFX+rmj17Ntu3bycgIIDt27cze/ZsAEaNGoW/vz/+/v48/vjjfP/99zUKRgghGiKFQsG3337LqFGjaN++PVOnTqVduxun8xwdHXn++ec5dKhujvIlJiWwZevfKJWWPPXEbNxctcWNt9ST2pLX062ZNGTh8vK2/vcP6ekptPYNpE/vu4zSR1Xq8uk31ztwtURQ375t9bpft26yTY+uLPj4QQA+eH8FWVl5TJn8KHZ29uw/sJ2YmAhDhNsgqVRqDh6MqvF9VSaTe/fuJSMjo8JzwcHBLFq0CIBFixYxfvz4sucXL14MwOHDh3F2dsbDo2Y7goQQoqHp2bMnZ86cISEhgZKSElasWEFw8I0bM95//30WLFhAYWGhGaKsnsV/fEtxcTH9+gxGqbQk7ORRLlys26NelcnIyCE9PYtGjezx9DT8edolJSX8uepXAO6f+qTB26+KtbUlfn4eqFQqYmKSTd5/TR04cDWZ7Kff+dCJpyIpKSpi6B1etG/fkri4i3z//SaaNHEjeKx2VFJ2cFdNV2+yJvRaM+nu7k5KSgoAKSkpuLtrF2N7eXmRmHjtQyUpKQkvL+P8xieEEPVFdT4bg4KCaNGiBRs31u3yOqlpF1j/74qyP9eXE28qY8ypboB/N63kypUM2rXrQreg3kbpozL+/p4olUoSElIpKioxad/60BUv7907UK/zoVUlJaScPk2fZnkAvPnGYkpKSpk6+TFsbGzZs28rZ+IiDRpzQ6SrN1kTBtmAo9FoDNGMEELcliwsLPjss894+eWXzR1Ktfyx7Hty83IoKSli1+7N5g6nVmKMVB5Ip7CwgNV//Q7A9KlPGaWPytSnKW6AixczOHs2FScne73OhwYIapKHg5WGmPNZrFq1D9emzRh39xQAFi3+xpDhNliHD8dQXFyzXz4s9ekoNTUVDw8PUlJS8PDwIC1NWwg1OTmZFi1alF3n7e1NcvLNh9YHDhzIoEGDKjw3Z84cfcIxietjrWvqenyi9urq34/68N4r/73btWsXu3fvNmn/VX02NmrUiI4dO7Jr1y4APDw8WLduHePGjeP48YondNSVz86I0zvo3bs3r7/+qsn7BsO971q01M6szXjgXtzc7jBK35ZKK0pLi+kW1JtPP/ma7JxLNQ1Tr77vHKgtxt6kSUuDvEdM8Xc9O1ublnz44SscO5Zeo74dHC2ZPDwAgOMZTZgzZw7+rXtgbW1D2qXzzHhgil4xmfMzzlx979qZwogR1f/s1CuZXLduHTNnzmTBggXMnDmTtWvXlj0/a9YsVqxYQa9evcjKyiqbDr/e7t27KwQ1d+5c5s2bp084JiPxXTN37lyT9SW06vL7ry7HVhc+W44ePYq/vz8+Pj4kJyczZcoUpk2bVvb17Oxs3Nzcyv68c+dOXnnllRsSSahbn51z5swx6/fWEH2PGXMHw4e/S1bWhRq1V9O+H3noEvdPe4rCfMtax13d+/9Y+grgxcJfVvD779tr1WdN+9ZXevpovvn2KTKvxDNv3mc16vv775/G2qorsVmWJOPIL78u4tcfJqJWq3n9jac5ezZW77jq+/tcHxrNU9Xuu8pp7mXLlnHw4EECAwNJTEzk4YcfZv78+QwbNoyYmBiGDh3K/PnzAdi4cSPx8fGcOXOGn3/+maeffrp2r0QIIRoAlUrFrFmz2LJlC5GRkaxcuZLTp08zb948xo4da+7wbmvR0cZdM6mz+q9FFBYW0LfPYPxa61f6pqbalZUFqh/T3FCueHkNT8Jp29abRx4dTmmpitV7U1FaWvLYk69ibW3Nzt0ba5VIiqpVOTJZ/rfn8oYOHXrT52fNmlW7iIQQogHatGkTmzZtqvBcZVOPd91lnjIyt6OEhFSKi0to2dINe3sb8vOLjNJPVlYmGzauZOK9M5k25Qne/+glo/SjY2FhQWBg/agxWV54+FlycvJp3doDDw8XUlIyq3Xf/+bPxNJSyQ/fb+RQnCXDZ7Sjf4+7UKvVLP7jWyNHLeQEHCGEELctlUpNbOxFgBoXaq6pP1ctpKSkmEEDR+Ht5WPUvlq1aoa9vQ0XLlwmOzvfqH0Zkkql5vDhGKD6o5MDBnQgOLg3ubkFzJu3nPgToXjk2qJUKNm+YwPnz8cbM2SBJJNCCCFuc6aa6r50KZUt2/5BoVAwdfJjRu2rPk5x69S0ePn/ffKw9r8f/0Vq6hXyk9JpWmCDBg1//Pmj0eIU10gyKYQQ4rYWbeRak+Ut//NnVCoVw4cF08ytudH6qS9nct/MteLlVY9MTprUn549A7h4MYNPP/0bgIljZ2CBBRm2xSic7Y0aq9CSZFIIIcRtTVe4PMBIxyqWd+HCeXbt3oilpRWT73vYaP2UJZNR9W9k8tChaNRqNd26+WFra13pddbWlnz0v5kAzHl3Kfn5RXh6tmTE8PGoNWpSHAto3b2riaK+vUkyKYQQ4rZm7FNwrrd0+U8AjBk9CRfnpkbpo227+rf5Ric7O5+IiHNYW1vRo0ebSq976qnRtG7twalT5/ntt/8AeGD60yiVlhyJOESRpZrW3buYKuzbmiSTQgghbmvRV0/BCQjwwsLCwuj9JZyNYf+B7djY2DLh3plG6aO+nX5zvWvrJm8+1d24sQNvvzMZgNmv/45Kpcbby4ehQ8ZRWlrCwoWfA+Ab1AULPY5mFDUj32EhhBC3tezsfC5ezMDe3oYWLVxN0ufS5T8AMH7cdBwdnQzadrNmzjRp0oisrDwuXswwaNumUlZvspJ1k2+8MZGmTZ3YufMk//57FIAH7n8GpVLJ5i1/cebUSS4lJmHr6IBnYOWjm8IwJJkUQghx2zP1VHdk1EmOnziAg4Mj48dNN2jb7erxFLfO/v2ngZuPTLZs6cZzz48D4LVXf7v6XGuGDL6bkpJi/limTdQTToQB0LpbVxNE3LAEv/ZCja6XZFKIeqBUrUaj0RjlkVjujGghblcxV6e6TZVMAixdri1bM/HemdjaGm7XcX2f4gZtMfmUlExcXZ1uqP/53vv3Y2trzbJluzl+/AygHZVUKBRs3LyG1LQLAMQfCwWQTTg15OLpQf/p99XoHr3O5hZCmJalQsFnEYeM0vZLHXsbpV0h6hNTj0wChIQe4tTpEDq0D+Lu0fex+q9FBmm3PpcFKm///kgmTOhbod5k166tuf/+QRQVlfD2W0sA8PHx566BoykuLi5bPgAQfyIUAN9usgmnJvpOvhdFDdeZysikEEKI254pywOVpxudnHTfI1hZWRmkzfq8k7u8gwdu3ITz8f89hEKh4NtvNnD2bCoAM2fMQqFQ8O+mlaSnp5Rde+l8Etnpl2jUtAnNfFuZNvh6ytLGhl73jqvxfZJMCiGEuO1Fm2GaG+DgoZ3ExUXh5urOiGH3GKRN3Wuoz9PccGPx8hEjujF0aFcyM3P58MOVALT2DWTQnSMpLi5i2fIbT7uJv7puUkYnq6fbqGE4ODfmfMTpGt0nyaQQQojb3vnz6RQUFOHp2ZRGjexM2rduanbK5MdQKJS1asvR0Y4WLdwoLCwmISHVEOGZzYkTcRQWFtO+fUvs7C1Z8PGDAHz04UoyM3MBmPnALADWbVjBpctpN7QRfzwUkHWT1dV/mnat5L5lq2t0nySTQgghbntqtZqYGO3GjcBA045O7t67hcSkBLw8WzJ40OhataUblYyJSUatVhsiPLMpLi7l2DHtBpsxY1rSubMvZ8+m8s03GwBo49eOO/sPp6iokOV//nzTNsqSSdnRXSWfrp3xahdAzuUMwrZsr9G9kkwKIYQQmGcTDmgT2eUrtMnQ9KlP1Kpw+rWyQPV7ilvnwNUSQR06NAHg7beWUFRUAsCDDzwLwNr1y8jISL/p/Sln4snPzqaJV3NcmnuYIOL6q/+0iQAcXrOO0uLiGt0ryaQQQgiBecoD6Wzbvo7UtAv4+PjTt89gvdtpKDu5dXTFywGOHz/D8uV7AAgI6Ei/vkMoKMhnxZ+/VHq/Rq0m4cRJAHzlaMVKObm50nnoXahKSzm48u8a3y/JpBBCCIH5dnQDlJaW8OfKhQDcP+0pvdtpW1ZjsqEkk5Fl///aq7+h0WgAeEg3KrluGZlXLt+yjYSrJYJkqrtyfe4bj9LKkogde7iSeuPa06pIMimEEEJgvmlunY2bV5OZeZm2gZ3o3q2vXm3oprl1r6W+u3Qpmxee/4mtWxPZuVM7wtiubWd69xpEQUEeK1ZVPiqpEyebcG5JaWlJ7/vGA7B/ec023uhIMimEEA1QQkKC0U5N0j3mzp1r9D40Gg0JCQkm+Z7FxGinuf39PWtctNkQiooKWbVGezzg/dOerPH9VlaW+Pk1r7CZqCH46qv1HDxwbWf6gw88B8Bf/ywhKyuzyvuTT0dTXFCIe2sfHJu4GC3O+qrzsLtwcm3Kxdg44o6F6NWGJJNCCNEA+fj4YGFh0SAePj4+Jvme5eUVkpiYjo2NFT4+zUzS5/XWrV9Obm42Xbv0omOHbjW619/fE0tLJQkJqRQW1mwDRX3RoX0QPe8YQF5eLitX/Vate1SlpZwLiwDAN6izMcOrl8rKAek5KgmSTAohhBBlzD3VnZefy1///AFod3bXREPbyX0zuh3ca/5eTHbOlWrfV3a0okx1V+DdPhCfrp0oyM7hxIbNercjyaQQQghxlTl3dOus+XsxBQX59O41CD+/tlXfcFVD28l9vc6detCjez9y83LKlgNUlxQvv7l+U7XlgI78s4HigkK925FksoFKTE426homIYRoiMw9MgmQnZ3Jhn//BOD+qdVfO9nQdnJfT7dWcvWa38nNza7RvedORqAqKcUr0B8bB3tjhFfvODg3JmjUMNRqNftX/FWrtiwNFJOoY7w9Pfks4pDR2n+pY2+jtS2EEOZizvJA5a1c/SvB46Zz54ARtPD2JTGp6k1I16a5DZNMWlhY4OsTQOfOPejcsQed2nfltZdtyMhMJyPjEpcz0snISL/630sUFuYbpN+bcW7cjK6depGTk8XqvxbV+P6SwiIST0fi06UTPl07E73feP8+1he9JozDysaG03v2czmxdksjJJkUQgghrqoLI5MAly6nsWXrX4y9ewpTpzzGx5+8ecvrLSwsyo6B1HfNpEKhxL9Nezp37kGXTnfQqWN3nJycK1wzauSESu/Pz88rSzQzyieamZeuJp9pZGRcIisro8ZHPfq01G6cWbn6N/Lycmr82kA71e3TpROtu3W57ZNJhVJJn0n3ADU/h/tmJJkUQgghrkpOvkxubgHNmjnj4uJIZmau2WJZsfIXRo+6j2FDxrFo8TekplVe7qdlSzfs7W24eDGDrKy8arVvZWVFYEBnunTuQedOd9CxQzfs7R0qXJOWdpGwk0cJO3mEESOHsXnzVpo2aUaTJq40aeJGExftf5s2ccPe3gF7ewe8vXxu2a9KpeLKlctkZGpHNzPLJZoZmZe4fDn9alKaTmFhAd2C+uDcuBlZ2Zn89c/iar22m4k/Hsbgh2fIukmg/cD+NPFsTvq5RGIOHK51e5JMCiGEEOVERyfTvXsbAgO9OHQo2mxxXLiYyI6d/zJs6DgmT3qEr755v9Jr21VjvaStrR3t23Whc6c76NzpDtq364KNjW2Fa5KSz3Ly5DHCTh4hLPwYqanJZV/r0bM9GzdVPorlYO9Ik6bNriaYrjRt4laWaLo0caWJi/b/nZ2b0LRpM5o2bYZ/Fd+D/PxrifHKVb9W+HNNnQ09iVqtpmWn9lhaW9f4/OmGpP/VjTf7V6wxyD4ISSaFEEKY3Ouvv85jjz1Gs2bNSExM5K233uKff/4xd1iAdqq7e/c2tG3rbdZkEmDZih8ZNnQcY0bdx5Kl31d6XdnJN+WmuB3sHenYsdvV5LEHbQM7YWlpVeG+hIQYToZrk8eTEce5fLnmR+np5OXnkpefS2Ji/C2vUyotcXFpWjayqUs6y492Nm3SjKZN3cpGSouK8vl77VK9YwMoyM4hJTYOz0B/WnZqX7bD+3bj7ueLf+8eFOXnc3TtvwZpU5JJIYS4zXwaftBgbb3cqY9e98XFxTFgwABSUlK47777+OOPP2jTpg0pKSkGi01fdaE8kM7Zc2fYu28bA/oP474JD1Z6Xbt2LSgpVpB1xZmnn3yDLp164OfXDqVSWXaNSqUiJiaCsKvJY3jECbKzqz5BxtBUqlIuXUrl0qXUKq/VjXY+/tjDFBToPyqpE388FM9Af1p373rbJpP9pmjXvR5fv5nCHMMs45BkUgghhMmtXn1tunTlypW88cYb9OzZk3Xr1pkxKq1rO7rNn0wCLF3+IwP6DyN47DROhG0se75p02Z07qTdLOPf+m4O7HGib6820Ev79dLSEiJOhXEy/Bgnw48SEXGCvHzzrQHVh260s1RVYpD24k+E0X/afbTu1sUg7dU3to4O9Bg3CqjdiTfXk2RSCCFuM/qOJhrSjBkzeOmll8qOSnR0dMTV1dW8QV1VV3Z060THhHP0+D7u6N6fgDY9efWlD+ncuUfFjS4aUCjURJwK4eixg5wMP8rpyDAKCwvMFnddpBuNbNW1EwqlErVKZd6ATOyO4DHY2NsTe/gYqXGGO/NekkkhhBAm1bJlS37++WeGDBnCwYMHUavVhISEYGFhYe7QAIiNvYBarcbPzwNLSyWlpeZPOJYu+4E7uvenmVsrRo9qBWg3p0ScOkFcfDgL/u9uNGQycMg0M0dat+Vcukz6uUTcWrXAM9CfpNNR5g7JZCwsLMqmuA1RDqg8SSaFEEKYlIODAxqNhvT0dAAefPBBOnbsaOaoriksLObcuXR8fd3x82tOdLT5z7oOO3mUZSt+YtiwUaxavZSTJ48Re+Y0arWKO+/sSGPnoRw+fN7cYdYL8cdDcWvVgtY9ut5WyWRA3164+bQk82IKp3fvM2jbcpyiEEIIk4qMjOTTTz/l4MGDpKam0qlTJ/bv32/usCrQTXUHmvkknPJ+XvgppyL3smr1b0THhKNWa0dMr518Y/6ktz5IOBEKQOtuXc0ah6npygEd+PMvg0/vy8ikEEIIk3v77bd5++23zR1GpaKjkhg1qjtt23qzbl3tizobk67GZFQDPZPb0OKurpts3a0LFhYWBqmzWNc19fai7YA+lBQVcfiv9QZvX0YmhRBCiOvoprYD68gmnFtpW42C5eKajKQLXElNw8HFmWatfcwdjkn0nXIvCoWC0M3/kZd5xeDt1yqZTEhI4OTJk4SEhHD06FEAXFxc2Lp1KzExMWzduhVnZ2dDxCmEEPXaiBEjiIqKIjY2ltdff/2Gr7/44oucOnWKsLAw/vvvP1q2bGmGKIVOXZzmrsy1aW5JJqsroWx0sqtZ4zAFaztbet5zNwD7lq0ySh+1Hpm86667CAoK4o477gBg9uzZbN++nYCAALZv387s2bNrHaQQQtRnCoWCb7/9llGjRtG+fXumTp1Ku3btKlwTEhJCjx496NKlC6tXr+bjjz82U7QC6l55oMo4OtrRooUbRUUlJCRUXQRcaJVNdffoatY4TKHbmBHYOzlxNiycpNPGOdHJ4NPcwcHBLFq0CIBFixYxfvx4Q3chhBD1Ss+ePTlz5gwJCQmUlJSwYsUKgoODK1yza9cuCgq0NQEPHTqEt3fdTmIautTUK2Rl5dGkSSPc3BqbO5xK6ZLdmJhkVCq1maOpPxJOhAHQuntX8wZiAv2ubrwxdDmg8mqVTGo0GrZu3cqxY8d47LHHAHB3dy87DislJQV3d/faRymEEPWYl5cXiYnXpiCTkpLw8qp8+vSRRx5h06ZNpghN3EJ9mOrWJZOyk7tmUuMSyLuShbN7M5p4NTd3OEbTukcQngFtyL50mZNbdxitn1rt5u7fvz8XLlzAzc2Nbdu2ERV1Y72mynZJDRw4kEGDBlV4bs6cObUJx6iuj7WuqevxibqtNn/36sN7r/zr27VrF7t37zZjNLc2ffp0evTowcCBA2/69fr22Wko179GU7zvbGyaAvDqq08xZMglk/Zdmev7HjxEm+i6N2tt9PdBXXrdhmCdXwjOjXnpvbmUnL9g0r6rq7Z92/XuCoBNWiZvv/VWje+v7mdnrZLJCxe03/z09HT+/vtvevbsSWpqKh4eHqSkpODh4UFaWtpN7929e3eFoObOncu8efNqE47R1af45s6da75ARL1T2/d2Xf67URc+W5KTk2nRokXZn729vUlOTr7huiFDhvDWW28xcOBAiouLb9pWdT87G9pnwM1eo7F/rsXF99G16wPExoYwb96vJu37Vsr33bnLm0BzfvjhD/78c69J+zY1Q/c98IGpjHv1OU4mnmXlvP+ZtO+a0LdvZ/dmvDl+DaqSUubPepHs9EtV31ROTT479Z7mtre3x9HRsez/hw8fTkREBOvWrWPmzJkAzJw5k7Vr1+rbhRBCNAhHjx7F398fHx8frKysmDJlCuvWratwTdeuXfnxxx8ZN25c2ckwwrzKprnr8CacdlIWSG/xV9dN+nbrYuZIjKP3pPEoLS05+d/OGieSNaV3Munu7s6+ffsIDQ3lyJEj/Pvvv2zZsoX58+czbNgwYmJiGDp0KPPnzzdkvEIIUe+oVCpmzZrFli1biIyMZOXKlZw+fZp58+YxduxYAP7v//4PR0dHVq1aRUhISIP/RTwhIYEhQ4aYO4xbqutrJq2sLGnTpjlqtZqYmMqnacXNJUdFU5SfTzPfVjRq2sTc4RiUpbU1vSdoN/ntX268jTdl/el7Y0JCAl27dr3h+YyMDIYOHVqbmIQQosHZtGnTDZtqyq9HGjZsmKlDElWIi7uISqXC19cdGxsriopKzB1SBW3aNMfSUkl8fAqFhTdfFiEqpy5VcTY0nMC+vfDt1oWT23aaOySD6TJ8MI2aNiE5MoaEkJNG709OwBFCCCFuori4lPj4VJRKJW3a1L0dvzLFXXvxDbREUP9p9wGwzwSjkiDJpBBCCDO54447OHXqFBkZGfz666/Y2NiYO6QbXJvqrnvrJnUn30RJWSC9xeuKlzegZLJFx/a07NSe/KxsQjZtNUmftdrNLYQQov5Ra9YbrC2FxVi9750+fTojRowgLy+P9evX8/bbb/POO+8YLDZDiI5KYuzYnnXyJBw5k7v2zoefprSkhOYBbbBt5EhhTq65Q6q1/leLlB9es46SwiKT9Ckjk0IIIczim2++ISkpiczMTD788EOmTp1q7pBuEB2tLeFUF3d0yzR37ZUWFZEYfhqFQoFv187mDqfWHJu40HXkENRqNQdW/mWyfmVkUgghbjO1GU00pPKnAp07dw5PT08zRnNzdXVHt4WFRbnTbySZrI34E2H4dutC6+5diNx7wNzh1EqvCeOwtLYmYuceMpIvmqxfGZkUQghhFuULubds2bLsIIy6RJdM1rVp7pYt3bC3tyElJZMrV/LMHU69Fn88BIDW3YPMHEntKCyV9J18L2CackAV+jZpb0KIOqdUrUaj0ej9mDt3bqVfS7zJKS9C6DzzzDN4eXnh4uLCW2+9xZ9//mnukG5w+XI2ly9n4+RkT/PmdacWoUxxG87Z0HDUajXeHdpiZVv3NoFVV8e77sTZvRlpCeeIOXjUpH3LNLcQtzlLhYLPIg4Zpe2XOvY2SruiYVi2bBlbt27F09OTtWvX8sEHH5g7pJuKikqiX7/2BAZ6cfFihrnDAWQntyEV5uZxISoW7/aBtOzUgbijJ8wdkl5MXQ6oPBmZFEIIYXK+vr7Mnz+fDh064OLiwoMPPkhBQYG5w7qp6Do41S3rJQ0r/kQoUH9LBDUP8MOvRxCFuXkcW7vR5P1LMimEEELcgm5Hd51KJmWa26Dqe73JflfLAR1bt5Gi/HyT9y/JpBBCCHELZTu661AyKWsmDSvh6kk4rTp3RGGpNHM0NWPn1IjuY0YCsH/FGrPEIMmkEEIIcQt1rTyQq6sTrq5OZGfnc+FC3VjDWd/lZmSSlnAOG3s7vNsFmjucGuk5/m6s7WyJPnCYtIRzZolBkkkhhBDiFhISUikuLsHHxx07O/Pv9tWNSuqSXGEYcfWwRJCFQkHfKeYpB1SeJJNCCCHELZSWqoiLSwEgIMD8hdVlits4Eo5rp7pbd+ti5kiqr22/3ri28OZy0gVO7zFfwXVJJoUQQogq1KWpbikLZBy6TTi+3bpgYWFh3mCqSVcO6MCff6FRq80WhySTQgghRBXqUnkg2cltHJkXU8i8mIJ9Yyfc27Q2dzhVcm3Vgrb9e1NSWMThv9abNRZJJoUQQogq6MoD1YUd3TLNbTy60Um/elAiqN+UCQCc+HcLBdnZZo1FkkkhhBCiCtemuc2bTFpZK2jZ0o2iohLi41PMGktDFH+1RJBvHV83aWNvzx3BYwDznHhzPUkmhRBCiCpER5dbM2nG5XSurrYAxMZeQKUy3xq5hir+mG5Hd1fzBlKF7mNHYtfIkfjjoVyIjjV3OJJMCiGEEFW5ciWP1NRMHBxscXKyNlscbleTSZniNo60hHPkZmTSuJkbTb3Nv9mqMroTb+rCqCRIMimEEMIMvL29WbNmDWlpaVy6dImvv/7a3CFVKSpKu25SNzpoDq5udtpYZCe30eimulv36GreQCrh36sHHn6+ZKWlE759l7nDAcDS3AEIIYQwrZ3bog3W1l3Dan5aiEKhYMOGDezYsYMZM2agUqno0aOHwWIyluioJAYO7IhrUzMmkzIyaXTxx0PpPHQQrbt35eg//5o7nBvoRiUPrvoHdanKzNFoSTJpRonJyXh7Gq4A7ty5cw3WlhBCGEvPnj3x9PTk1VdfRaXS/mO4f/9+M0dVNd0mHLOOTEoyaXQJJ0IBaN2tq1njuBmX5h50GNSf0pISDq36x9zhlJFk0oy8PT35LOKQUdp+qWNvo7QrhKj/9BlNNKQWLVpw7ty5skSyvtBtwmlqpmTS0lJJkyY2qNXqslJFwvAuRJ+hMDcP15beOLm5mjucCvpOvgeFUkno5v/IuVx3zmWXNZNCCCFMKjExkZYtW6JUKs0dSo3oRiY9Pe356KMHePDBIfTt2w5XVyeT9N+mTXOUSgVnz6ZRWFhskj5vR2qVirOh4UDdOlrR0saGXveOA2DvslVmjqYiGZkUQghhUkeOHOHixYvMnz+fOXPmoFKp6N69OwcOmO9s4eo4dy6dlJRMPDxcmP3GfRW+lpmZS0xMMjExFzgTe6Hs/2NjL5CbW2CQ/qVYuenEHw+lbf/etO4RZO5QygSNGoqDizOJpyI5f/KUucOpQJJJIYTRlKrVaDQao7WfdOECLbzqbvkOcXNqtZqxY8fy1Vdfcf78eTQaDcuWLavzyaRaraZH9xf48ss5hIcfxD/Ai4AALwICPHFxcaRXr0B69bpxCcGFC5e1ieXVBDMmJpnY2AvEx6dQXFxa7f51yaTuaEdhPPFX1036dusCJ8+YN5ir+k/V/gKzb1ndKAdUniSTQgijsVQojLYuGGRtcH2WmJjIPffcY+4wauzChQwiIjJ4770VFZ53c2tcllgGBHjhf/W/bdo0x9OzKZ6eTRk0qFOFe1QqFWfPppVLNK8lm4mJl274RaxtO+3pO5FSFsjoEiMiKSkqwjOgDdmR58wdDj5dOuHdPpDcjExCN/9n7nBuIMmkEEIIUUvp6Vmkp2exf//pCs8rFApatHDF39+zXKKpTTp9fJrh59ccP7/mjBrVvcJ9hYXFxMZqp8ljryaYPXr4AzLNbQqlxcWcjziNX/cgLF2dzR0O/aZpywEdWrOO0uK6t15WkkkhhBDCSNRqNefOpXHuXBr//Rda4WvW1pa0bu1xNdHUJpi6RNPTsymdOvnQqZPPDW1KMmka8cdD8esehNK1iVnjaOTalC7DBqNWqTi48m+zxlIZSSaFEEIIMyguLiUqKqlsl3h5jo52ZaOZ/v7XkkyNxpnMzFwzRHv7iT8WCo+DZXM32vTsTmpcglnK8fSZGIzSypKT/+3iSkqqyfuvDkkmhRBCiDomN7eAkJA4QkLiKjw/Z84cM0V0+zkXFkFpcTGWTo48tfAbAPKuZJEal0Bq/Nmr/00g5UwC2emXjBOEhQV9JmnXFu+rY+WAypNksgrlT6mRE2aEEEKI20NRfj6/v/gmD7zyPBeyruDe2gcH58a07t6V1t27Vri2IDunLMFMiU8gNe4sqWfiuZKaVqsYLL3csXdz5WJsHHFHT9SqLWOSZLIKckqNEEIIcXuK3LOfwruG8vW8eQA4ubni7ueLe2sfPNq0LvuvfWMnfLp2wqdrxR37hXl52sRSl2DGJZASF8+Vi6nVKptm3aYVAPuXrzH8izMgSSaFEKIBOnv2rFFrfJrS2bNnzR2CEABkp18iO/0SsYeOVnjesakL7q198fDz1SabVxPORk2b0KpzB1p17lDh+qL8AtISzpZLNLXT5RkXLqJRqwHwahuApasLBdk5HN+w2WSvUR9GSyZHjBjBl19+iVKp5JdffmHBggXG6koIIeq8qj4Tra2tWbx4Md27d+fy5ctMnjyZc+f0r2/n6+tb25CrNGfOHOZdHbER4naWezmT3MuZN0xFO7g4497aR5totvHFvbUv7n4+OLm50qJDO1p0aFfh+pLCItISzpEan4BLcw8Ajqz9l+ICw5yiZCxGSSYVCgXffvstw4YNIykpiaNHj7Ju3ToiIyON0Z0QQtRp1flMfOSRR8jMzMTf35/JkyezYMECpkyZYsaohRC1lZd5hfjjocQfD63wvJ2TkzbJ9PPBw6817n4+uPv54uzeDK92AXi1Cyi79sCKuj3FDUZKJnv27MmZM2dISEgAYMWKFQQHB0syKYS4LVXnMzE4OLhsk9/q1av55ptvzBGqEMIECrKzORt6krOhJys8b+voQLPWPni01k6V9+rQkUvn6/6JRwpjNOrl5UVi4rWiqklJSXjJ+blCiNtUdT4Ty1+jUqnIysqiadOmJo1TCGFehbl5nD95iiP/bGD9p19Tcu6CuUOqFqMkk0IIIYQQ4vZgARh8u1/v3r2ZO3cuI0eOBGD27NkAzJ8/v+yagQMHMmjQoLI/Sw1HIYSxlP982bVrF7t37zZp/9X5TNy8eTNz587l0KFDKJVKUlJScHNzu6Et+ewUQphKTT47NYZ+KJVKTVxcnMbHx0djZWWlCQ0N1bRv3/6W98yZM8fgcRjyIfFJfBKbxKfvozqfiU8//bTm+++/1wCayZMna/788886//qkb+lb+pa+AY1RNuCoVCpmzZrFli1bUCqV/Prrr5w+fdoYXQkhRJ1X2WfivHnzOHbsGOvXr2fhwoUsWbKE2NhYMjIyZCe3EKLeMFqdyU2bNrFp0yZjNS+EEPXKzT4Ty5+zXFRUxKRJk0wdlhBC1Fqd2YCza9cuc4dwSxJf7Uh8+qvLsYHEZ27mfH3St/QtfUvfYKQNOEIIIYQQ4vZQZ0YmhRBCCCFE/SPJpBBCCCGE0FudTCZfeuklNBpNnTv94b333iMsLIyQkBC2bNlC8+bNzR1SBR9//DGRkZGEhYXx119/0bhxY3OHVMHEiROJiIhApVLRvXt3c4cDwIgRI4iKiiI2NpbXX3/d3OFUsHDhQlJTUwkPDzd3KDfl7e3Njh07OHXqFBERETz33HPmDqkCGxsbDh8+TGhoKBEREQ2uHqM537vmfG+a831n7veUQqHgxIkTrF+/3qT9AiQkJHDy5ElCQkI4evSoSftu3Lgxq1atIjIyktOnT9O7d2+T9BsQEEBISEjZIysri+eff94kfb/wwgtEREQQHh7OsmXLsLGxMUm/AM899xzh4eFERETU6PWarYbRzR7e3t6azZs3a86ePatp2rSp2eMp/2jUqFHZ/z/77LNlNeHqymPYsGEapVKpATTz58/XzJ8/3+wxlX+0bdtWExAQoNm5c6eme/fuZo9HoVBozpw5o/H19S2r/deuXTuzx6V7DBgwQBMUFKQJDw83eyw3e3h4eGiCgoI0gMbR0VETHR1dp75/gMbBwUEDaCwtLTWHDh3S9OrVy+wxGeJh7veuOd+b5n7fmfM99eKLL2qWLl2qWb9+vcm/7wkJCWb7N/n333/XPPLIIxpAY2VlpWncuLHJY1AoFJqLFy9qWrZsafS+PD09NfHx8RpbW1sNoPnzzz81M2fONMnr7NChgyY8PFxjZ2enUSqVmm3btmn8/Pyq/v5Qx3z++ee89tpraDQac4dyg5ycnLL/d3BwqHMxbtu2DZVKBcChQ4fw9vY2c0QVRUVFERMTY+4wyvTs2ZMzZ86QkJBASUkJK1asIDg42Nxhldm7dy8ZGRnmDqNSKSkphISEAJCbm0tkZOQN502bW15eHgBWVlZYWVnVub+z+jL3e9ec701zv+/M9Z7y8vJizJgx/PLLLybpr65wcnLizjvvZOHChQCUlJSQlZVl8jiGDBlCXFwc58+fN0l/lpaW2NnZoVQqsbe358IF05zR3a5dOw4fPkxBQQEqlYrdu3dz7733VnlfnUomx40bR3JyMidPnjR3KJX64IMPOH/+PNOnT+fdd981dziVevjhh6XOZxW8vLxITEws+3NSUlKdS4bqi1atWhEUFMThw4fNHUoFCoWCkJAQ0tLS2LZtG0eOHDF3SAYh710tc7zvzPWe+uKLL3jttddQq9Um6e96Go2GrVu3cuzYMR577DGT9evr60t6ejq//fYbJ06c4Oeff8be3t5k/etMmTKF5cuXm6SvCxcu8Mknn3D+/HkuXrxIVlYW27ZtM0nfERERDBgwgCZNmmBnZ8fo0aNp0aJFlfeZPJnctm0b4eHhNzzGjRvHm2++afYE7VbxAbz99tu0bNmSpUuXMmvWrDoXH8Cbb75JaWkpS5curZPxiYbFwcGBNWvW8MILL1QYva8L1Go1QUFBeHt707NnTzp06GDukISBmOt9Z4731JgxY0hLS+PEiRNG76sy/fv3p3v37owaNYpnnnmGAQMGmKRfS0tLunXrxvfff0+3bt3Iy8srO9veVKysrBg3bhyrVq0ySX/Ozs4EBwfj6+uLp6cnDg4OTJ8+3SR9R0VFsWDBArZu3crmzZsJDQ0tm/GsilnWQFz/6NixoyY1NVWTkJCgSUhI0JSUlGjOnTuncXd3N3tsN3u0aNGiTq5lmzlzpubAgQMaOzs7s8dS2aOurJns3bu3ZvPmzWV/nj17tmb27Nlmj6v8o1WrVnXyfaZ7WFpaajZv3qx58cUXzR5LVY933nlH8/LLL5s9DkM86sJ715zvzbryvjPVe+qjjz7SJCYmahISEjQXL17U5OXlaZYsWWK21z1nzhyT/V1yd3fXJCQklP25f//+mg0bNpj09Y4bN06zZcsWk/U3ceJEzS+//FL25xkzZmi+/fZbs/ysP/zwQ81TTz1VnWtNH1x1HuZc7FvZo02bNmX/P2vWLM2qVavMHlP5x4gRIzSnTp3SuLq6mj2WWz3qSjKpVCo1cXFxGh8fn7JNDO3btzd7XOUfdT2ZXLRokebzzz83exw3e7i6upYt1Le1tdXs2bNHM2bMGLPHZYhHXXjvmvO9aa73XV14Tw0cONDkG3Ds7e01jo6OZf+/f/9+zYgRI0zW/549ezQBAQEa0CayH3/8sUlf//LlyzUPPvigyfrr2bOnJiIiomxQ6Pfff9fMmjXLZP27ublpQDtoFhkZWd0NT6b7gdTkUReTydWrV2vCw8M1YWFhmnXr1mk8PT3NHlP5R2xsrOb8+fOakJAQTUhISJ3bbT5+/HhNYmKiprCwUJOSklJhZMVcj1GjRmmio6M1Z86c0bz55ptmj6f8Y9myZZoLFy5oiouLNYmJiZqHH37Y7DGVf/Tr10+j0Wg0YWFhZe+5UaNGmT0u3aNTp06aEydOaMLCwjTh4eGad955x+wxGfJhzveuOd+b5nzf1YX3lDmSSV9fX01oaKgmNDRUExERYfL3W5cuXTRHjx7VhIWFaf7++2+Ns7Ozyfq2t7fXXLp0SePk5GTS1zx37lxNZGSkJjw8XLN48WKNtbW1yfres2eP5tSpU5rQ0FDN4MGDq3WPHKcohBBCCCH0Vqd2cwshhBBCiPpFkkkhhBBCCKE3SSaFEEIIIYTeJJkUQgghhBB6k2RSCCGEEELoTZJJIYQQQgihN0kmhRBCCCGE3iSZFEIIIYQQevt/kHxB61FMdw0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('dark_background'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grayscale Style\n",
    "\n",
    "Sometimes you might find yourself preparing figures for a print publication that does not accept color figures.\n",
    "For this, the `grayscale` style (see the following figure) can be useful:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('grayscale'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seaborn Style\n",
    "\n",
    "Matplotlib also has several stylesheets inspired by the Seaborn library (discussed more fully in [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb)).\n",
    "I've found these settings to be very nice, and tend to use them as defaults in my own data exploration (see the following figure):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 792x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-whitegrid'):\n",
    "    hist_and_lines()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take some time to explore the built-in options and find one that appeals to you!\n",
    "Throughout this book, I will generally use one or more of these style conventions when creating plots."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "jupytext": {
   "encoding": "# -*- coding: utf-8 -*-",
   "formats": "ipynb,md"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
